MARKET FORCE INFORMATION

Author

Joseph H

1 Intoduction

Hello, I’m Joseph from Morocco.

Inspired by Hans Rosling’s TED Talk, I taught myself data scraping, analysis, and visualization.
This non-academic approach has given me a unique perspective, as reflected in my projects—though it also means I may require a thorough onboarding process to align with team standards.

I’m open to starting as an intern, either full-time or part-time. Regarding time zones, I’m in UTC+1, but I’m flexible and can adjust my schedule to accommodate the team’s needs.

Feel free to reach me at joseph.ergo@proton.me, and to visit my website for more projects josephelhaddad.github.io.

This custom report, generated from processing 1.4 TB of public data locally, aims to explore the workforce dynamics of a company—up to 2020.
Essentially, I am doing research on a company that does research.

2 About the project

The project came to life after realizing that web scraping doesn’t allow deep-level filtering—without consuming too much time.The irony is, this project itself took me about a month, but the final RDB contains more data than I could ever scrape.

The raw data was 1.4 TB in size and holds information previously scraped.
Processing was done on my local machine using Python, Polars, and DuckDB, following this workflow:
- Processed raw data into structured Parquet files using Polars.
- Transformed each Parquet file into mini RDBs using Polars.
- Merged all mini RDBs into one using DuckDB.
- Analyzed and filtered data to fit the current project.

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3 EDA

3.1 market research indestry’s yearly new recruit count

3.2 market force information’s workforce status over the years

4 Workforce sample

4.1 Aaron Cheek

Job title: Information contractor
Associated: False
Socials: https://linkedin.com/in/aaron-cheek-1a090239 | https://linkedin.com/in/aaron-cheek-msw

4.1.1 Aaron Cheek’s working period at market force information

4.1.2 Gantt plot of Aaron Cheek’s experience


4.2 Adam Airhart

Job title: Contractor
Associated: True
Socials: https://linkedin.com/in/adam-airhart-04b9a322 | https://linkedin.com/in/adamairhart

4.2.1 Adam Airhart’s working period at market force information

4.2.2 Gantt plot of Adam Airhart’s experience


4.3 Adam Brown

Job title: Vendeure
Associated: True
Socials: https://linkedin.com/in/adam-brown-28358110a

4.3.1 Adam Brown’s working period at market force information

4.3.2 Gantt plot of Adam Brown’s experience


4.4 Adrianna Szulborska

Job title: Menedå¼er ds marketingu
Associated: True
Socials: https://linkedin.com/in/adrianna-szulborska-229849163

4.4.1 Adrianna Szulborska’s working period at market force information

4.4.2 Gantt plot of Adrianna Szulborska’s experience


4.5 Ally Miller

Job title: Shopper
Associated: True
Socials: https://linkedin.com/in/ally-miller-94426a18 | https://linkedin.com/in/allywolfe

4.5.1 Ally Miller’s working period at market force information

4.5.2 Gantt plot of Ally Miller’s experience


4.6 Bret Mcinnis

Job title: Vice president, software development
Associated: True
Socials: https://linkedin.com/in/bret-mcinnis-2658a86 | https://twitter.com/bretmcinnis

4.6.1 Bret Mcinnis’s working period at market force information

4.6.2 Gantt plot of Bret Mcinnis’s experience


4.7 Dan Dipirro

Job title: Manufacturerâ s agent
Associated: True
Socials: https://linkedin.com/in/dan-dipirro-csp-67b21b9 | https://facebook.com/100000529885187

4.7.1 Dan Dipirro’s working period at market force information

4.7.2 Gantt plot of Dan Dipirro’s experience


4.8 Dena Pina

Job title: Audit manager
Associated: False
Socials: https://twitter.com/dena_pina | https://facebook.com/dena.riseabove | https://linkedin.com/in/denapina

4.8.1 Dena Pina’s working period at market force information

4.8.2 Gantt plot of Dena Pina’s experience


4.9 Diedra Johnson

Job title: Independent contractor
Associated: True
Socials: https://linkedin.com/in/diedra-johnson-9339b29 | https://linkedin.com/in/diedra-cookie-johnson-9339b29

4.9.1 Diedra Johnson’s working period at market force information

4.9.2 Gantt plot of Diedra Johnson’s experience


4.10 Doreen Prince

Job title: Field associate
Associated: True
Socials: https://linkedin.com/in/doreen-prince-a9664125

4.10.1 Doreen Prince’s working period at market force information

4.10.2 Gantt plot of Doreen Prince’s experience


4.11 Elisa Sofritti

Job title: Mystery shopping e ricerche di mercato
Associated: False
Socials: https://linkedin.com/in/elisa-sofritti-9802346a

4.11.1 Elisa Sofritti’s working period at market force information

4.11.2 Gantt plot of Elisa Sofritti’s experience


4.12 Enrico Armanini

Job title: Mystey shopper
Associated: False
Socials: https://it.linkedin.com/in/enrico-armanini-07447136 | https://linkedin.com/in/enrico-armanini-07447136

4.12.1 Enrico Armanini’s working period at market force information

4.12.2 Gantt plot of Enrico Armanini’s experience


4.13 Erica Caban

Job title: Independent contractor
Associated: True
Socials: https://linkedin.com/in/erica-caban-82a59b32

4.13.1 Erica Caban’s working period at market force information

4.13.2 Gantt plot of Erica Caban’s experience


4.14 Frank Van Bree

Job title: Chief executive officer and chief development officer
Associated: True
Socials: https://twitter.com/1marketforce | https://facebook.com/frank.vanbree.58 | https://linkedin.com/in/frank-van-bree-scoop | https://linkedin.com/in/frank-van-bree-1394a9

4.14.1 Frank Van Bree’s working period at market force information

4.14.2 Gantt plot of Frank Van Bree’s experience


4.15 Gary Sutton

Job title: Field associate
Associated: True
Socials: https://linkedin.com/in/gary-sutton | https://linkedin.com/in/gary-sutton-91253738

4.15.1 Gary Sutton’s working period at market force information

4.15.2 Gantt plot of Gary Sutton’s experience


4.16 Hana Shasha

Job title: Supervisor
Associated: False
Socials: https://linkedin.com/in/hana-shasha-3594b093

4.16.1 Hana Shasha’s working period at market force information

4.16.2 Gantt plot of Hana Shasha’s experience


4.17 Ian Byers

Job title: ****
Associated: True
Socials: https://linkedin.com/in/ian-byers-0260034b

4.17.1 Ian Byers’s working period at market force information

4.17.2 Gantt plot of Ian Byers’s experience


4.18 Jameson Louis

Job title: Operarions manager
Associated: True
Socials: https://linkedin.com/in/--4917a922 | https://linkedin.com/in/jameson-louis-itil-v3-4917a922 | https://linkedin.com/in/jameson-louis-8933571a | https://linkedin.com/in/jameson-louis-4917a922

4.18.1 Jameson Louis’s working period at market force information

4.18.2 Gantt plot of Jameson Louis’s experience


4.19 Javier Cano

Job title: New business manager
Associated: False
Socials: https://linkedin.com/in/javiernavarrocano | https://twitter.com/jnavarrocano

4.19.1 Javier Cano’s working period at market force information

4.19.2 Gantt plot of Javier Cano’s experience


4.20 Jennifer Moyer

Job title: Certified agent
Associated: True
Socials: https://linkedin.com/in/jennifer-moyer-ceoe-7a405bb | https://linkedin.com/in/jennifer-moyer-7a405bb | https://linkedin.com/in/--7a405bb

4.20.1 Jennifer Moyer’s working period at market force information

4.20.2 Gantt plot of Jennifer Moyer’s experience


4.21 Jon Mendenhall

Job title: Freelance qc technician
Associated: True
Socials: https://linkedin.com/in/jonmendenhall | https://facebook.com/jonmendenhall | https://twitter.com/jonmendenhall

4.21.1 Jon Mendenhall’s working period at market force information

4.21.2 Gantt plot of Jon Mendenhall’s experience


4.22 Joseph Dickhaus

Job title: Independent contractor
Associated: True
Socials: https://facebook.com/dickhaus1 | https://linkedin.com/in/joseph-dickhaus-222a5b13

4.22.1 Joseph Dickhaus’s working period at market force information

4.22.2 Gantt plot of Joseph Dickhaus’s experience


4.23 Julie Butler

Job title: Owner
Associated: True
Socials: https://linkedin.com/in/julie-butler-b2364828

4.23.1 Julie Butler’s working period at market force information

4.23.2 Gantt plot of Julie Butler’s experience


4.24 Julien Vincent

Job title: Executive director
Associated: True
Socials: https://twitter.com/julesallover | https://linkedin.com/in/julien-vincent-86b58817 | https://facebook.com/julien.vincent.3591

4.24.1 Julien Vincent’s working period at market force information

4.24.2 Gantt plot of Julien Vincent’s experience


4.25 Kadim Kucuktepe

Job title: Patron
Associated: True
Socials: https://linkedin.com/in/kadim-kucuktepe-94b88a125

4.25.1 Kadim Kucuktepe’s working period at market force information

4.25.2 Gantt plot of Kadim Kucuktepe’s experience


4.26 Kristin Paolantonio

Job title: Independent contractor
Associated: True
Socials: https://linkedin.com/in/kristinpaolantonio

4.26.1 Kristin Paolantonio’s working period at market force information

4.26.2 Gantt plot of Kristin Paolantonio’s experience


4.27 Kurtis Campbell

Job title: Independent contractor
Associated: True
Socials: https://linkedin.com/in/kurtis-campbell-11351835 | https://twitter.com/cmgmob | https://linkedin.com/in/cmgmob

4.27.1 Kurtis Campbell’s working period at market force information

4.27.2 Gantt plot of Kurtis Campbell’s experience


4.28 Laura Gordon

Job title: Group international business development manager
Associated: True
Socials: https://linkedin.com/in/laura-gordon-31a6131b

4.28.1 Laura Gordon’s working period at market force information

4.28.2 Gantt plot of Laura Gordon’s experience


4.29 Mary Saunders

Job title: Mystery shopper
Associated: True
Socials: https://linkedin.com/in/mary-saunders-41128146 | https://facebook.com/marymary1971

4.29.1 Mary Saunders’s working period at market force information

4.29.2 Gantt plot of Mary Saunders’s experience


4.30 Marzia Amoroso

Job title: Checker
Associated: True
Socials: https://linkedin.com/in/marziamoroso | https://twitter.com/marziamoroso

4.30.1 Marzia Amoroso’s working period at market force information

4.30.2 Gantt plot of Marzia Amoroso’s experience


4.31 Matthew De Lima

Job title: Circulation and trade marketing manager
Associated: True
Socials: https://linkedin.com/in/matthewdelima | https://linkedin.com/in/matthew-de-lima-66431742

4.31.1 Matthew De Lima’s working period at market force information

4.31.2 Gantt plot of Matthew De Lima’s experience


4.32 Maureen Lovell

Job title: Project manager
Associated: True
Socials: https://linkedin.com/in/maureen-lovell-8b66661

4.32.1 Maureen Lovell’s working period at market force information

4.32.2 Gantt plot of Maureen Lovell’s experience


4.33 Michael Halverson

Job title: Independent contracto
Associated: True
Socials: https://linkedin.com/in/michael-halverson-87b77965

4.33.1 Michael Halverson’s working period at market force information

4.33.2 Gantt plot of Michael Halverson’s experience


4.34 Mike Green

Job title: Vice president client services
Associated: False
Socials: https://linkedin.com/in/green-mike-a7b38010 | https://linkedin.com/in/mike-green-64b71591 | https://linkedin.com/in/mikegreenrealty | https://twitter.com/mike_greenjr | https://linkedin.com/in/green-mike-1888973

4.34.1 Mike Green’s working period at market force information

4.34.2 Gantt plot of Mike Green’s experience


4.35 Neil Martin

Job title: Senior art director
Associated: True
Socials: https://facebook.com/neil.martin.37853 | https://linkedin.com/in/neil-martin-a14227a | https://linkedin.com/in/neil-martin-8443b339

4.35.1 Neil Martin’s working period at market force information

4.35.2 Gantt plot of Neil Martin’s experience


4.36 Nick Perrine

Job title: Senior strategist , analytics and insights
Associated: True
Socials: https://linkedin.com/in/nick-perrine-7968087

4.36.1 Nick Perrine’s working period at market force information

4.36.2 Gantt plot of Nick Perrine’s experience


4.37 Nicola Priest

Job title: Mystery shopper
Associated: True
Socials: https://linkedin.com/in/nicola-maria-priest-45638443 | https://facebook.com/nicola.m.priest

4.37.1 Nicola Priest’s working period at market force information

4.37.2 Gantt plot of Nicola Priest’s experience


4.38 Nik Burnham

Job title: Head of publisher services
Associated: True
Socials: https://linkedin.com/in/nik-burnham-47b3a014

4.38.1 Nik Burnham’s working period at market force information

4.38.2 Gantt plot of Nik Burnham’s experience


4.39 Omer Kesti

Job title: Ozel
Associated: True
Socials: https://linkedin.com/in/omer-kesti-3577b8178

4.39.1 Omer Kesti’s working period at market force information

4.39.2 Gantt plot of Omer Kesti’s experience


4.40 Patricia West

Job title: Quality control auditor
Associated: True
Socials: https://facebook.com/pat.west.986 | https://linkedin.com/in/patriciajwest

4.40.1 Patricia West’s working period at market force information

4.40.2 Gantt plot of Patricia West’s experience


4.41 Paul Berberian

Job title: Co-founder and board member
Associated: False
Socials: https://flickr.com/people/pberberian | https://pinterest.com/pberberian | https://gravatar.com/zuzingo | https://youtube.com/user/pberberian | https://myspace.com/pberberian | https://twitter.com/pberberian | https://facebook.com/paul.berberian.3 | https://vimeo.com/user/1102614 | https://meetup.com/members/6635825 | https://linkedin.com/in/pberberian | https://foursquare.com/user/381900 | https://klout.com/pberberian | https://crunchbase.com/person/paul-berberian | https://linkedin.com/in/paul-berberian-873158 | https://quora.com/paul-berberian | https://angel.co/pberberian

4.41.1 Paul Berberian’s working period at market force information

4.41.2 Gantt plot of Paul Berberian’s experience


4.42 Paul Haddlesey

Job title: Managing director
Associated: True
Socials: https://twitter.com/market_force | https://linkedin.com/in/paulhaddlesey

4.42.1 Paul Haddlesey’s working period at market force information

4.42.2 Gantt plot of Paul Haddlesey’s experience


4.43 Pavi Sree

Job title: I am a student
Associated: True
Socials: https://linkedin.com/in/pavi-sree-98a454177

4.43.1 Pavi Sree’s working period at market force information

4.43.2 Gantt plot of Pavi Sree’s experience


4.44 Periero Pati

Job title: Gerant
Associated: True
Socials: https://linkedin.com/in/periero-pati-ba5406197

4.44.1 Periero Pati’s working period at market force information

4.44.2 Gantt plot of Periero Pati’s experience


4.45 Phil Doriot

Job title: Vice president - analytics and insights
Associated: True
Socials: https://linkedin.com/in/phil-doriot-260a134

4.45.1 Phil Doriot’s working period at market force information

4.45.2 Gantt plot of Phil Doriot’s experience


4.46 Philip Lowe

Job title: Freelance customer experience evaluator
Associated: True
Socials: https://linkedin.com/in/philip-lowe-a15a9524 | https://linkedin.com/in/philipelowe

4.46.1 Philip Lowe’s working period at market force information

4.46.2 Gantt plot of Philip Lowe’s experience


4.47 Piotr Piotrowicz

Job title: ****
Associated: True
Socials: https://linkedin.com/in/piotr-piotrowicz-649313175

4.47.1 Piotr Piotrowicz’s working period at market force information

4.47.2 Gantt plot of Piotr Piotrowicz’s experience


4.48 Rav Ubhi

Job title: Customer experience manager
Associated: False
Socials: https://twitter.com/brprestige | https://linkedin.com/in/ravubhi

4.48.1 Rav Ubhi’s working period at market force information

4.48.2 Gantt plot of Rav Ubhi’s experience


4.49 Robert Arsenault

Job title: Client mystã re
Associated: True
Socials: https://linkedin.com/in/robert-arsenault-b6a1a638 | https://linkedin.com/in/robert-arsenault-a210a641

4.49.1 Robert Arsenault’s working period at market force information

4.49.2 Gantt plot of Robert Arsenault’s experience


4.50 Roberto Mallo

Job title: Cliente misterioso
Associated: True
Socials: https://linkedin.com/in/roberto-vilas-mallo-a538a8a0

4.50.1 Roberto Mallo’s working period at market force information

4.50.2 Gantt plot of Roberto Mallo’s experience


4.51 Sandra Laderas

Job title: Independent contractor
Associated: True
Socials: https://linkedin.com/in/sandra-laderas-b22b9526

4.51.1 Sandra Laderas’s working period at market force information

4.51.2 Gantt plot of Sandra Laderas’s experience


4.52 Shari Templeman

Job title: Independent contractor
Associated: True
Socials: https://linkedin.com/in/shari-templeman-5b38a813

4.52.1 Shari Templeman’s working period at market force information

4.52.2 Gantt plot of Shari Templeman’s experience


4.53 Simon Phillips

Job title: Software engineer
Associated: True
Socials: https://stackoverflow.com/users/1684695 | https://facebook.com/tassyguy | https://github.com/tassyguy | https://linkedin.com/in/simon-phillips-68150736 | https://linkedin.com/in/simonxphillips

4.53.1 Simon Phillips’s working period at market force information

4.53.2 Gantt plot of Simon Phillips’s experience


4.54 Steve Merrill

Job title: Senior director, sales
Associated: False
Socials: https://twitter.com/steve_merrill | https://linkedin.com/in/steve-merrill-4670781 | https://linkedin.com/in/stevemerrillrainmaker

4.54.1 Steve Merrill’s working period at market force information

4.54.2 Gantt plot of Steve Merrill’s experience


4.55 Stewart Gillett

Job title: Head of supplyworks
Associated: True
Socials: https://linkedin.com/in/stewart-gillett-910a8288

4.55.1 Stewart Gillett’s working period at market force information

4.55.2 Gantt plot of Stewart Gillett’s experience


4.56 Timothy Mead

Job title: Business strategy, process and financial markets consultant
Associated: True
Socials: https://linkedin.com/in/timothy-mead-63584424

4.56.1 Timothy Mead’s working period at market force information

4.56.2 Gantt plot of Timothy Mead’s experience


4.57 Uumoiya Glass

Job title: Certified field associate
Associated: True
Socials: https://linkedin.com/in/uumoiya | https://facebook.com/uumoiyaglass | https://linkedin.com/in/uumoiya-glass-5906651

4.57.1 Uumoiya Glass’s working period at market force information

4.57.2 Gantt plot of Uumoiya Glass’s experience


4.58 Wesley Atkinson

Job title: Contractor
Associated: True
Socials: https://linkedin.com/in/wesley-atkinson-5a60b213 | https://facebook.com/wesleyatkinson.phrezzingboom

4.58.1 Wesley Atkinson’s working period at market force information

4.58.2 Gantt plot of Wesley Atkinson’s experience


4.59 William Sawyer

Job title: Database administration manager
Associated: True
Socials: https://linkedin.com/in/william-sawyer-iii-772a7917

4.59.1 William Sawyer’s working period at market force information

4.59.2 Gantt plot of William Sawyer’s experience


4.60 Zoe Peterson

Job title: Boss
Associated: True
Socials: https://linkedin.com/in/zoe-peterson-8907b7190

4.60.1 Zoe Peterson’s working period at market force information

4.60.2 Gantt plot of Zoe Peterson’s experience